{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "b31b6c9e-c6e3-43c8-8e88-9499b6aec770",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torchvision\n",
    "from scipy.signal import convolve2d\n",
    "from scipy import interpolate\n",
    "import os\n",
    "from ultralytics import YOLO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cd4eea20-9016-477d-9a52-8a29fc56aa3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_path = './datasets/Oracle/1_Pre_test'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "665d95b0-0d4b-4983-8bad-16c0b48f575c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ft_image(norm_image):\n",
    "    '''\n",
    "    二维傅里叶变换，接收一个灰度化且归一化的图像返回图像的频谱变换图\n",
    "    '''\n",
    "    f = np.fft.fft2(norm_image)\n",
    "    fshift = np.fft.fftshift(f)\n",
    "    frequency_tx = 20*np.log(np.abs(fshift))\n",
    "    \n",
    "    return frequency_tx\n",
    "\n",
    "def image_laplace_filter(pil_im):\n",
    "    '''\n",
    "    拉普拉斯算子增强\n",
    "    INPUT  -> 单张图文件\n",
    "    OUTPUT -> 处理后的图文件\n",
    "    '''\n",
    "    image_arr = np.array(pil_im)\n",
    "    dst_arr = np.zeros_like(image_arr)\n",
    "    filter_arr = dst_arr\n",
    "    # 卷积核-拉普拉斯算子\n",
    "    laplace_operator = np.array([[0, -1, 0], \n",
    "                                [-1, 4, -1], \n",
    "                                [0, -1, 0]])\n",
    "    if len(image_arr.shape) == 3:\n",
    "        for i in range(3):\n",
    "            dst_arr[:,:,i] = convolve2d(image_arr[:,:,i], laplace_operator, mode=\"same\")\n",
    "            filter_arr[:,:,i] = image_Gaussian_filter(dst_arr[:,:,i], 5)\n",
    "    elif len(image_arr.shape) == 2:\n",
    "        dst_arr = convolve2d(image_arr, laplace_operator, mode=\"same\")\n",
    "        filter_arr = image_Gaussian_filter(dst_arr, 5)\n",
    "    dst_arr = image_arr + filter_arr\n",
    "    dst_arr = dst_arr / 255.0\n",
    "    # 饱和处理\n",
    "    mask_1 = dst_arr  < 0 \n",
    "    mask_2 = dst_arr  > 1\n",
    "    dst_arr = dst_arr * (1-mask_1)\n",
    "    dst_arr = dst_arr * (1-mask_2) + mask_2\n",
    "    return array_to_image(dst_arr*255)\n",
    "\n",
    "def make_transform_matrix(image_arr, d0, ftype):\n",
    "    '''\n",
    "    构建理想高/低通滤波器\n",
    "    INPUT  -> 图像数组, 通带半径, 类型\n",
    "    '''\n",
    "    transfor_matrix = np.zeros(image_arr.shape, dtype=np.float32)  # 构建滤波器\n",
    "    w, h = transfor_matrix.shape\n",
    "    for i in range(w):\n",
    "        for j in range(h):\n",
    "            distance = np.sqrt((i - w/2)**2 + (j - h/2)**2)\n",
    "            if distance < d0:\n",
    "                transfor_matrix[i, j] = 1\n",
    "            else:\n",
    "                transfor_matrix[i, j] = 0\n",
    "    if ftype == 'low':\n",
    "        return transfor_matrix\n",
    "    elif ftype == 'high':\n",
    "        return 1 - transfor_matrix\n",
    "\n",
    "def gamma_correction(img, gamma=1.0):\n",
    "# 计算伽马变换公式中的系数和截距\n",
    "    alpha = 1 / gamma\n",
    "    beta = (1 - alpha) / 255\n",
    "    # 应用伽马变换\n",
    "    img = img ** alpha\n",
    "    img = img / 255.0\n",
    "    img = np.uint8(img * 255.0)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a8e3a3c7-20cb-4c2f-9760-12f14b199c06",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs = [cv2.cvtColor(cv2.imread(os.path.join(res_path, i)), cv2.COLOR_BGR2GRAY) for i in os.listdir(res_path)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e2ab4441-615c-4bfd-8c79-edc05491930f",
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = imgs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "58df5457-4e65-4794-84ea-e1c754ef359a",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = np.fft.fft2(img1)\n",
    "fshift = np.fft.fftshift(f)\n",
    "F_filter1 = make_transform_matrix(img1, 5, 'high')\n",
    "result = fshift*F_filter1\n",
    "# 将图像从频率域转换到空间域\n",
    "img_d1 = np.abs(np.fft.ifft2(np.fft.ifftshift(result)))\n",
    "denoised_image = cv2.medianBlur(img1, 3)\n",
    "enhanced_image = cv2.equalizeHist(img1)\n",
    "gamma_img = gamma_correction(img1, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "d6fd1125-c468-4858-b35d-9034b1382393",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_width = img1.shape[1] * 2\n",
    "new_height = img1.shape[0] * 2\n",
    "resized_image = cv2.resize(img1, (new_width, new_height), interpolation=cv2.INTER_CUBIC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "7a311d00-5cb3-4d43-81fe-e64110586cd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe38e680e90>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 3)\n",
    "ax[0, 0].imshow(img1, cmap='gray')\n",
    "ax[0, 1].imshow(img_d1, cmap='gray')\n",
    "ax[0, 2].imshow(denoised_image, cmap='gray')\n",
    "ax[1, 0].imshow(laplacian, cmap='gray')\n",
    "ax[1, 1].imshow(gamma_img, cmap='gray')\n",
    "ax[1, 2].imshow(resized_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "0e2dabc3-32fa-4f0d-aa41-bd5881597b28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe38e161090>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(resized_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "0b908361-d454-4e81-8f11-5697aed04755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe38e225e50>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img1, cmap='gray')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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